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  <div class="headertitle"><div class="title">shark::NormalizeComponentsWhitening Class Reference<div class="ingroups"><a class="el" href="group__unsupervised__trainer.html">Unsupervised Trainers</a></div></div></div>
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<p>Train a linear model to whiten the data.  
 <a href="classshark_1_1_normalize_components_whitening.html#details">More...</a></p>

<p><code>#include &lt;<a class="el" href="_normalize_components_whitening_8h_source.html">shark/Algorithms/Trainers/NormalizeComponentsWhitening.h</a>&gt;</code></p>
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  <img id="dynsection-0-trigger" src="closed.png" alt="+"/> Inheritance diagram for shark::NormalizeComponentsWhitening:</div>
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<table class="memberdecls">
<tr class="heading"><td colspan="2"><h2 class="groupheader"><a id="pub-methods" name="pub-methods"></a>
Public Member Functions</h2></td></tr>
<tr class="memitem:aa274d58e81942ea0ca426aa789d61174" id="r_aa274d58e81942ea0ca426aa789d61174"><td class="memItemLeft" align="right" valign="top"><a class="el" href="_d_l_l_support_8h.html#a54b73283f7f70b27fbd8ac5d4621827f">SHARK_EXPORT_SYMBOL</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_normalize_components_whitening.html#aa274d58e81942ea0ca426aa789d61174">NormalizeComponentsWhitening</a> (double targetVariance=1.0)</td></tr>
<tr class="separator:aa274d58e81942ea0ca426aa789d61174"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a4877ded5fe74853ca167f8a6d5bcf2aa" id="r_a4877ded5fe74853ca167f8a6d5bcf2aa"><td class="memItemLeft" align="right" valign="top"><a class="el" href="_d_l_l_support_8h.html#a54b73283f7f70b27fbd8ac5d4621827f">SHARK_EXPORT_SYMBOL</a> std::string&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_normalize_components_whitening.html#a4877ded5fe74853ca167f8a6d5bcf2aa">name</a> () const</td></tr>
<tr class="memdesc:a4877ded5fe74853ca167f8a6d5bcf2aa"><td class="mdescLeft">&#160;</td><td class="mdescRight">From <a class="el" href="classshark_1_1_i_nameable.html" title="This class is an interface for all objects which can have a name.">INameable</a>: return the class name.  <br /></td></tr>
<tr class="separator:a4877ded5fe74853ca167f8a6d5bcf2aa"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a7d377bcfec684fa66f719189568e7698" id="r_a7d377bcfec684fa66f719189568e7698"><td class="memItemLeft" align="right" valign="top"><a class="el" href="_d_l_l_support_8h.html#a54b73283f7f70b27fbd8ac5d4621827f">SHARK_EXPORT_SYMBOL</a> void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_normalize_components_whitening.html#a7d377bcfec684fa66f719189568e7698">train</a> (<a class="el" href="classshark_1_1_abstract_unsupervised_trainer.html#a92fa6ed2ab64402cb414e3c19e9edeaf">ModelType</a> &amp;model, <a class="el" href="classshark_1_1_unlabeled_data.html">UnlabeledData</a>&lt; RealVector &gt; const &amp;input)</td></tr>
<tr class="separator:a7d377bcfec684fa66f719189568e7698"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="inherit_header pub_methods_classshark_1_1_abstract_unsupervised_trainer"><td colspan="2" onclick="javascript:toggleInherit('pub_methods_classshark_1_1_abstract_unsupervised_trainer')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="classshark_1_1_abstract_unsupervised_trainer.html">shark::AbstractUnsupervisedTrainer&lt; LinearModel&lt; RealVector &gt; &gt;</a></td></tr>
<tr class="memitem:a0d63179d733c998593e3966ffdf17e62 inherit pub_methods_classshark_1_1_abstract_unsupervised_trainer" id="r_a0d63179d733c998593e3966ffdf17e62"><td class="memItemLeft" align="right" valign="top">virtual void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_unsupervised_trainer.html#a0d63179d733c998593e3966ffdf17e62">train</a> (<a class="el" href="classshark_1_1_abstract_unsupervised_trainer.html#a92fa6ed2ab64402cb414e3c19e9edeaf">ModelType</a> &amp;model, <a class="el" href="classshark_1_1_abstract_unsupervised_trainer.html#a2fcc37e7133ddcadb66ffb9fa335ed1e">DatasetType</a> const &amp;inputset)=0</td></tr>
<tr class="memdesc:a0d63179d733c998593e3966ffdf17e62 inherit pub_methods_classshark_1_1_abstract_unsupervised_trainer"><td class="mdescLeft">&#160;</td><td class="mdescRight">Core of the Trainer interface.  <br /></td></tr>
<tr class="separator:a0d63179d733c998593e3966ffdf17e62 inherit pub_methods_classshark_1_1_abstract_unsupervised_trainer"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="inherit_header pub_methods_classshark_1_1_i_nameable"><td colspan="2" onclick="javascript:toggleInherit('pub_methods_classshark_1_1_i_nameable')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="classshark_1_1_i_nameable.html">shark::INameable</a></td></tr>
<tr class="memitem:a877dbdfc6b58ea836495143cea44a98c inherit pub_methods_classshark_1_1_i_nameable" id="r_a877dbdfc6b58ea836495143cea44a98c"><td class="memItemLeft" align="right" valign="top">virtual&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_i_nameable.html#a877dbdfc6b58ea836495143cea44a98c">~INameable</a> ()</td></tr>
<tr class="separator:a877dbdfc6b58ea836495143cea44a98c inherit pub_methods_classshark_1_1_i_nameable"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="inherit_header pub_methods_classshark_1_1_i_serializable"><td colspan="2" onclick="javascript:toggleInherit('pub_methods_classshark_1_1_i_serializable')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="classshark_1_1_i_serializable.html">shark::ISerializable</a></td></tr>
<tr class="memitem:a7baa9ce108d7278822297ce15882782a inherit pub_methods_classshark_1_1_i_serializable" id="r_a7baa9ce108d7278822297ce15882782a"><td class="memItemLeft" align="right" valign="top">virtual&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_i_serializable.html#a7baa9ce108d7278822297ce15882782a">~ISerializable</a> ()</td></tr>
<tr class="memdesc:a7baa9ce108d7278822297ce15882782a inherit pub_methods_classshark_1_1_i_serializable"><td class="mdescLeft">&#160;</td><td class="mdescRight">Virtual d'tor.  <br /></td></tr>
<tr class="separator:a7baa9ce108d7278822297ce15882782a inherit pub_methods_classshark_1_1_i_serializable"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:ad4ad9a7c274deff642f91e98417fbc63 inherit pub_methods_classshark_1_1_i_serializable" id="r_ad4ad9a7c274deff642f91e98417fbc63"><td class="memItemLeft" align="right" valign="top">virtual void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_i_serializable.html#ad4ad9a7c274deff642f91e98417fbc63">read</a> (<a class="el" href="namespaceshark.html#ada68729491840669e47c8ad42282424f">InArchive</a> &amp;archive)</td></tr>
<tr class="memdesc:ad4ad9a7c274deff642f91e98417fbc63 inherit pub_methods_classshark_1_1_i_serializable"><td class="mdescLeft">&#160;</td><td class="mdescRight">Read the component from the supplied archive.  <br /></td></tr>
<tr class="separator:ad4ad9a7c274deff642f91e98417fbc63 inherit pub_methods_classshark_1_1_i_serializable"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a9bddedd42933c922e323b73131f62f12 inherit pub_methods_classshark_1_1_i_serializable" id="r_a9bddedd42933c922e323b73131f62f12"><td class="memItemLeft" align="right" valign="top">virtual void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_i_serializable.html#a9bddedd42933c922e323b73131f62f12">write</a> (<a class="el" href="namespaceshark.html#af4f8eb8e9618f5236b71bbcb12b8a524">OutArchive</a> &amp;archive) const</td></tr>
<tr class="memdesc:a9bddedd42933c922e323b73131f62f12 inherit pub_methods_classshark_1_1_i_serializable"><td class="mdescLeft">&#160;</td><td class="mdescRight">Write the component to the supplied archive.  <br /></td></tr>
<tr class="separator:a9bddedd42933c922e323b73131f62f12 inherit pub_methods_classshark_1_1_i_serializable"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:abdda0c5b8e065b8afbac2cba8f58e841 inherit pub_methods_classshark_1_1_i_serializable" id="r_abdda0c5b8e065b8afbac2cba8f58e841"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_i_serializable.html#abdda0c5b8e065b8afbac2cba8f58e841">load</a> (<a class="el" href="namespaceshark.html#ada68729491840669e47c8ad42282424f">InArchive</a> &amp;archive, unsigned int version)</td></tr>
<tr class="memdesc:abdda0c5b8e065b8afbac2cba8f58e841 inherit pub_methods_classshark_1_1_i_serializable"><td class="mdescLeft">&#160;</td><td class="mdescRight">Versioned loading of components, calls read(...).  <br /></td></tr>
<tr class="separator:abdda0c5b8e065b8afbac2cba8f58e841 inherit pub_methods_classshark_1_1_i_serializable"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a5bf66fa8db15cc529bec98976a2f5255 inherit pub_methods_classshark_1_1_i_serializable" id="r_a5bf66fa8db15cc529bec98976a2f5255"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_i_serializable.html#a5bf66fa8db15cc529bec98976a2f5255">save</a> (<a class="el" href="namespaceshark.html#af4f8eb8e9618f5236b71bbcb12b8a524">OutArchive</a> &amp;archive, unsigned int version) const</td></tr>
<tr class="memdesc:a5bf66fa8db15cc529bec98976a2f5255 inherit pub_methods_classshark_1_1_i_serializable"><td class="mdescLeft">&#160;</td><td class="mdescRight">Versioned storing of components, calls write(...).  <br /></td></tr>
<tr class="separator:a5bf66fa8db15cc529bec98976a2f5255 inherit pub_methods_classshark_1_1_i_serializable"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a4560a94e8f4908fe8627e41e7d965735 inherit pub_methods_classshark_1_1_i_serializable" id="r_a4560a94e8f4908fe8627e41e7d965735"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_i_serializable.html#a4560a94e8f4908fe8627e41e7d965735">BOOST_SERIALIZATION_SPLIT_MEMBER</a> ()</td></tr>
<tr class="separator:a4560a94e8f4908fe8627e41e7d965735 inherit pub_methods_classshark_1_1_i_serializable"><td class="memSeparator" colspan="2">&#160;</td></tr>
</table><table class="memberdecls">
<tr class="heading"><td colspan="2"><h2 class="groupheader"><a id="inherited" name="inherited"></a>
Additional Inherited Members</h2></td></tr>
<tr class="inherit_header pub_types_classshark_1_1_abstract_unsupervised_trainer"><td colspan="2" onclick="javascript:toggleInherit('pub_types_classshark_1_1_abstract_unsupervised_trainer')"><img src="closed.png" alt="-"/>&#160;Public Types inherited from <a class="el" href="classshark_1_1_abstract_unsupervised_trainer.html">shark::AbstractUnsupervisedTrainer&lt; LinearModel&lt; RealVector &gt; &gt;</a></td></tr>
<tr class="memitem:a92fa6ed2ab64402cb414e3c19e9edeaf inherit pub_types_classshark_1_1_abstract_unsupervised_trainer" id="r_a92fa6ed2ab64402cb414e3c19e9edeaf"><td class="memItemLeft" align="right" valign="top">typedef <a class="el" href="classshark_1_1_linear_model.html">LinearModel</a>&lt; RealVector &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_unsupervised_trainer.html#a92fa6ed2ab64402cb414e3c19e9edeaf">ModelType</a></td></tr>
<tr class="separator:a92fa6ed2ab64402cb414e3c19e9edeaf inherit pub_types_classshark_1_1_abstract_unsupervised_trainer"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a9c951f84222a7bc22185b6e7b11357dd inherit pub_types_classshark_1_1_abstract_unsupervised_trainer" id="r_a9c951f84222a7bc22185b6e7b11357dd"><td class="memItemLeft" align="right" valign="top">typedef Model::InputType&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_unsupervised_trainer.html#a9c951f84222a7bc22185b6e7b11357dd">InputType</a></td></tr>
<tr class="separator:a9c951f84222a7bc22185b6e7b11357dd inherit pub_types_classshark_1_1_abstract_unsupervised_trainer"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a2fcc37e7133ddcadb66ffb9fa335ed1e inherit pub_types_classshark_1_1_abstract_unsupervised_trainer" id="r_a2fcc37e7133ddcadb66ffb9fa335ed1e"><td class="memItemLeft" align="right" valign="top">typedef <a class="el" href="classshark_1_1_unlabeled_data.html">UnlabeledData</a>&lt; <a class="el" href="classshark_1_1_abstract_unsupervised_trainer.html#a9c951f84222a7bc22185b6e7b11357dd">InputType</a> &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_unsupervised_trainer.html#a2fcc37e7133ddcadb66ffb9fa335ed1e">DatasetType</a></td></tr>
<tr class="separator:a2fcc37e7133ddcadb66ffb9fa335ed1e inherit pub_types_classshark_1_1_abstract_unsupervised_trainer"><td class="memSeparator" colspan="2">&#160;</td></tr>
</table>
<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
<div class="textblock"><p>Train a linear model to whiten the data. </p>
<p>computes a linear model that normlizes the data to be 0 mean, a given target variance and covariance 0. By default the trainer makes the data unit variance, but the target variance can be changed as well. </p>

<p class="definition">Definition at line <a class="el" href="_normalize_components_whitening_8h_source.html#l00052">52</a> of file <a class="el" href="_normalize_components_whitening_8h_source.html">NormalizeComponentsWhitening.h</a>.</p>
</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
<a id="aa274d58e81942ea0ca426aa789d61174" name="aa274d58e81942ea0ca426aa789d61174"></a>
<h2 class="memtitle"><span class="permalink"><a href="#aa274d58e81942ea0ca426aa789d61174">&#9670;&#160;</a></span>NormalizeComponentsWhitening()</h2>

<div class="memitem">
<div class="memproto">
      <table class="memname">
        <tr>
          <td class="memname"><a class="el" href="_d_l_l_support_8h.html#a54b73283f7f70b27fbd8ac5d4621827f">SHARK_EXPORT_SYMBOL</a> shark::NormalizeComponentsWhitening::NormalizeComponentsWhitening </td>
          <td>(</td>
          <td class="paramtype">double&#160;</td>
          <td class="paramname"><em>targetVariance</em> = <code>1.0</code></td><td>)</td>
          <td></td>
        </tr>
      </table>
</div><div class="memdoc">

</div>
</div>
<h2 class="groupheader">Member Function Documentation</h2>
<a id="a4877ded5fe74853ca167f8a6d5bcf2aa" name="a4877ded5fe74853ca167f8a6d5bcf2aa"></a>
<h2 class="memtitle"><span class="permalink"><a href="#a4877ded5fe74853ca167f8a6d5bcf2aa">&#9670;&#160;</a></span>name()</h2>

<div class="memitem">
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<table class="mlabels">
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  <td class="mlabels-left">
      <table class="memname">
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          <td class="memname"><a class="el" href="_d_l_l_support_8h.html#a54b73283f7f70b27fbd8ac5d4621827f">SHARK_EXPORT_SYMBOL</a> std::string shark::NormalizeComponentsWhitening::name </td>
          <td>(</td>
          <td class="paramname"></td><td>)</td>
          <td> const</td>
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  </td>
  <td class="mlabels-right">
<span class="mlabels"><span class="mlabel">virtual</span></span>  </td>
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<p>From <a class="el" href="classshark_1_1_i_nameable.html" title="This class is an interface for all objects which can have a name.">INameable</a>: return the class name. </p>

<p>Reimplemented from <a class="el" href="classshark_1_1_i_nameable.html#a9893f99314de30cd472e649c235d0db4">shark::INameable</a>.</p>

</div>
</div>
<a id="a7d377bcfec684fa66f719189568e7698" name="a7d377bcfec684fa66f719189568e7698"></a>
<h2 class="memtitle"><span class="permalink"><a href="#a7d377bcfec684fa66f719189568e7698">&#9670;&#160;</a></span>train()</h2>

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          <td class="memname"><a class="el" href="_d_l_l_support_8h.html#a54b73283f7f70b27fbd8ac5d4621827f">SHARK_EXPORT_SYMBOL</a> void shark::NormalizeComponentsWhitening::train </td>
          <td>(</td>
          <td class="paramtype"><a class="el" href="classshark_1_1_abstract_unsupervised_trainer.html#a92fa6ed2ab64402cb414e3c19e9edeaf">ModelType</a> &amp;&#160;</td>
          <td class="paramname"><em>model</em>, </td>
        </tr>
        <tr>
          <td class="paramkey"></td>
          <td></td>
          <td class="paramtype"><a class="el" href="classshark_1_1_unlabeled_data.html">UnlabeledData</a>&lt; RealVector &gt; const &amp;&#160;</td>
          <td class="paramname"><em>input</em>&#160;</td>
        </tr>
        <tr>
          <td></td>
          <td>)</td>
          <td></td><td></td>
        </tr>
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<p class="reference">Referenced by <a class="el" href="_normalization_8cpp.html#ae66f6b31b5ad750f1fe042a706a4e3d4">main()</a>.</p>

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<hr/>The documentation for this class was generated from the following file:<ul>
<li>include/shark/Algorithms/Trainers/<a class="el" href="_normalize_components_whitening_8h_source.html">NormalizeComponentsWhitening.h</a></li>
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